STL-Robust Mixture-of-Experts Gating / bench_report.json
Unverified
1{
2 "bench_version": 1,
3 "track": "dynamics",
4 "model": "rnn_small",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.006
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 0.0047177650849334896
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.0023727577936369926
23 },
24 {
25 "cfg": {
26 "lr": 0.006
27 },
28 "mean": 0.0009645432000979781
29 }
30 ],
31 "full": {
32 "mean": 0.0009824210283113644,
33 "std": 0.0002772167467598855,
34 "per_seed": [
35 0.0006978703895583749,
36 0.0009150496916845441,
37 0.0006460942095145583,
38 0.0015991585096344352,
39 0.000958278018515557,
40 0.0008829828002490103,
41 0.0010238300310447812,
42 0.0011361045762896538
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "mean": 0.0005874872585991398,
49 "std": 0.00012433054166616667,
50 "per_seed": [
51 0.0004255748353898525,
52 0.0006285446579568088,
53 0.0005254852003417909,
54 0.0007636661757715046,
55 0.0006406739703379571,
56 0.00038608635077252984,
57 0.0006125259678810835,
58 0.0007173409103415906
59 ],
60 "n": 8,
61 "selected_cfg": {
62 "lr": 0.006,
63 "beta": 1.5
64 }
65 },
66 "comparison": {
67 "delta_mean": -0.0003949337697122246,
68 "idea_wins": 8,
69 "n_pairs": 8,
70 "per_seed_diffs": [
71 -0.00027229555416852236,
72 -0.0002865050337277353,
73 -0.0001206090091727674,
74 -0.0008354923338629305,
75 -0.0003176040481775999,
76 -0.0004968964494764805,
77 -0.0004113040631636977,
78 -0.00041876366594806314
79 ],
80 "p_value": 0.0081,
81 "mde": 0.00017691123938093242,
82 "mde_rel_pct": 18.007680442774777,
83 "verdict": "idea better (significant)",
84 "system_worked": true
85 },
86 "mechanism_signature": {
87 "track_choice": "dynamics: pendulum control and long-term stability structure",
88 "math_check": {
89 "predicted_slope": 1.3,
90 "observed_slope": 1.2999999999999996,
91 "max_identity_error": 8.881784197001252e-16
92 },
93 "idea_sweep": [
94 {
95 "cfg": {
96 "lr": 0.006,
97 "beta": 0.0
98 },
99 "mean": 0.0009645432000979781
100 },
101 {
102 "cfg": {
103 "lr": 0.006,
104 "beta": 0.75
105 },
106 "mean": 0.0009360480034956709
107 },
108 {
109 "cfg": {
110 "lr": 0.006,
111 "beta": 1.5
112 },
113 "mean": 0.0005858177173649892
114 }
115 ],
116 "mechanism_signature": {
117 "beta": 1.5,
118 "predicted_slope": 1.5,
119 "observed_slope": 1.4858029248869011,
120 "robustness_logodds_correlation": 0.9999296076539561,
121 "n_samples": 256,
122 "confirmed": true
123 }
124 }
125}